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Low Bit-rate Color Video Compression using Multiwavelets in Three Dimensions

机译:使用三维多小波的低比特率彩色视频压缩

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摘要

In recent years, wavelet-based video compressions have become a major focus of research because of the advantages that it provides. More recently, a growing thrust of studies explored the use of multiple scaling functions and multiple wavelets with desirable properties in various fields, from image de-noising to compression. In term of data compression, multiple scaling functions and wavelets offer a greater flexibility in coefficient quantization at high compression ratio than a comparable single wavelet. The purpose of this research is to investigate the possible improvement of scalable wavelet-based color video compression at low bit-rates by using three-dimensional multiwavelets. The first part of this work included the development of the spatio-temporal decomposition process for multiwavelets and the implementation of an efficient 3-D SPIHT encoder/decoder as a common platform for performance evaluation of two well-known multiwavelet systems against a comparable single wavelet in low bitrate color video compression. The second part involved the development of a motion-compensated 3-D compression codec and a modified SPIHT algorithm designed specifically for this codec by incorporating an advantage in the design of 2D SPIHT into the 3D SPIHT coder. In an experiment that compared their performances, the 3D motion-compensated codec with unmodified 3D SPIHT had gains of 0.3dB to 4.88dB over regular 2D wavelet-based motion-compensated codec using 2D SPIHT in the coding of 19 endoscopy sequences at 1/40 compression ratio. The effectiveness of the modified SPIHT algorithm was verified by the results of a second experiment in which it was used to re-encode 4 of the 19 sequences with lowest performance gains and improved them by 0.5dB to 1.0dB. The last part of the investigation examined the effect of multiwavelet packet on 3-D video compression as well as the effects of coding multiwavelet packets based on the frequency order and energy content of individual subbands.
机译:近年来,基于小波的视频压缩由于其优势而成为研究的重点。最近,越来越多的研究方向探索了从图像消噪到压缩,在各个领域都使用具有所需特性的多个缩放函数和多个小波的方法。在数据压缩方面,与可比的单个小波相比,多个缩放函数和小波在高压缩比下提供了更大的系数量化灵活性。这项研究的目的是研究通过使用三维多小波在低比特率下基于可伸缩小波的彩色视频压缩的可能改进。这项工作的第一部分包括开发用于多小波的时空分解过程,以及实现有效的3-D SPIHT编码器/解码器,以作为一个通用平台来针对两个可比的小波对两个著名的多小波系统进行性能评估。在低比特率的彩色视频压缩中。第二部分涉及运动补偿的3D压缩编解码器的开发以及为该编解码器专门设计的改进的SPIHT算法,方法是将2D SPIHT的设计优势整合到3D SPIHT编码器中。在一项比较其性能的实验中,未经修改的3D SPIHT的3D运动补偿编解码器在使用19D内窥镜序列以1/40进行编码时,比使用2D SPIHT的常规基于2D小波的运动补偿编解码器的增益高0.3dB至4.88dB。压缩率。通过第二个实验的结果验证了改进的SPIHT算法的有效性,该算法用于重新编码19个序列中具有最低性能增益的4个序列,并将它们提高了0.5dB至1.0dB。研究的最后一部分检查了多小波包对3-D视频压缩的影响以及根据各个子带的频率顺序和能量含量对多小波包进行编码的效果。

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    Chien Jong-Chih;

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  • 年度 2005
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